Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
QUESTION: What are the clinical outcomes of early versus delayed laparoscopic cholecystectomy (LC) in acute cholecystitis with more than 72 hours of symptoms? DESIGN: A randomized controlled trial. SETTING: Single center at the University Hospital of Lausanne, Switzerland. PATIENTS: Eighty-six patients were enrolled in the study that had symptoms of acute cholecystitis lasting more than 72 hours before admission. INTERVENTION: Patients were randomly assigned to early LC or delayed LC. MAIN OUTCOME: Primary outcome was overall morbidity following initial diagnosis. Secondary outcomes included total length of stay, duration of antibiotic used, cost, and surgical outcome. RESULTS: Overall morbidity was lower in early laparoscopic cholecystectomy (ELC) [6 (14%) vs 17 (39%) patients, P = 0.015]. Median total length of stay (4 vs 7 days, P < 0.001) and duration of antibiotic therapy (2 vs 10 days, P < 0.001) were shorter in the ELC group. Total hospital costs were lower in ELC (9349&OV0556; vs 12,361&OV0556;, P = 0.018). Operative time and postoperative complications were similar (91 vs 88 minutes; P = 0.910) and (15% vs 17%; P = 1.000), respectively. CONCLUSIONS: ELC for acute cholecystitis even beyond 72 hours of symptoms is safe and associated with less overall morbidity, shorter total hospital stay, and duration of antibiotic therapy, as well as reduced cost compared with delayed cholecystectomy.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.006 | 0.003 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it